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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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9,448 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • RAG Memory MCP

    ttommyth
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    An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.
    Last updated -
    20
    28
    • Apple
    • Linux

  • RAG Information Retriever

    ChandrahaasJ
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    security
    F
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    quality
    An MCP server that implements Retrieval-Augmented Generation to efficiently retrieve and process important information from various sources, providing accurate and contextually relevant responses.
    Last updated -

  • mcp-server-rag-web-browserofficial

    apify
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    security
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    license
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    quality
    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    Last updated -
    69
    183
    Apache 2.0
    • Apple

  • mcp-local-rag

    nkapila6
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    security
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    quality
    "primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
    Last updated -
    78
    Python
    MIT License
    • Linux
    • Apple

  • RAG MCP server

    proofofsid
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    security
    F
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    quality
    Implements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.
    Last updated -

  • RAG Anything MCP Server

    jesse-merhi
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    An MCP server that provides comprehensive multimodal Retrieval-Augmented Generation (RAG) capabilities for processing and querying document directories, supporting text, images, tables, and equations.
    Last updated -
    5
    MIT License

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  • DuckDB-RAG-MCP-Sample

    nananaman
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    security
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    An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.
    Last updated -
    3
    Apache 2.0
    • Apple

  • RAG-MCP Server

    plaban1981
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    security
    A
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    A server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.
    Last updated -
    3
    Apache 2.0

  • Crawl4AI RAG MCP Server

    vedantparmar12
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    security
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    Provides AI agents and coding assistants with web crawling and RAG capabilities, allowing them to scrape websites and perform semantic searches on the crawled content.
    Last updated -
    2

  • MCP Docs RAG Server

    kazuph
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    quality
    A TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.
    Last updated -
    4
    8
    • Apple
    • Linux

  • MCP-RAG Server

    sourangshupal
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    Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allowing users to ingest documents and perform semantic searches with advanced context handling through Modern Context Processing (MCP).
    Last updated -
    4
    • Linux
    • Apple

  • Crawl4AI RAG MCP Server

    coleam00
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    security
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    Web crawling and RAG implementation that enables AI agents to scrape websites and perform semantic search over the crawled content, storing everything in Supabase for persistent knowledge retrieval.
    Last updated -
    1,664
    MIT License
    • Linux
    • Apple

  • Python Codebase Analysis RAG System

    shervinemp
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    security
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    5

  • RAG Database MCP Server

    Human-center
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    security
    F
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    Enables AI assistants to search and query PDF documents through a local RAG system with vector embeddings. Provides semantic document search capabilities while keeping all data stored locally without external dependencies.
    Last updated -
    • Apple
    • Linux

  • MCP-RAG Server

    felixscherz
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    security
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    quality
    Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).
    Last updated -
    1

  • Calibre RAG MCP Server

    ispyridis
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    security
    F
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    quality
    Enables semantic search and contextual conversations with your Calibre ebook library using vector-based RAG technology. Supports project-based organization, multi-format book processing, and OCR capabilities for enhanced content extraction and retrieval.
    Last updated -
    7

  • apple-rag-mcp

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    Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across all official Apple docs.

  • RAG MCP Server

    Alex-ChanHC
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    security
    F
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    quality
    A Model Context Protocol server that exposes Retrieval-Augmented Generation capabilities and a weather tool, allowing clients to interact with document knowledge bases and retrieve weather information.
    Last updated -
    • Apple
    • Linux

  • Model Context Protocol Server

    arkeodev
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    security
    A
    license
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    quality
    Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
    Last updated -
    2
    MIT License

  • MCP-RAG

    ANSH-RIYAL
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    security
    F
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    An agentic AI system that orchestrates multiple specialized AI tools to perform business analytics and knowledge retrieval, allowing users to analyze data and access business information through natural language queries.
    Last updated -
    2

  • RAG Context MCP Server

    notbnull
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    A lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.
    Last updated -
    1
    MIT License

  • DevEnvInfoServer

    carterlasalle
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    An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.
    Last updated -
    5
    MIT License
    • Linux
    • Apple

  • Crawl4AI RAG MCP Server

    Chillbruhhh
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    security
    A
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    quality
    Provides AI agents and coding assistants with advanced web crawling and RAG capabilities, allowing them to scrape websites and leverage that knowledge through various retrieval strategies.
    Last updated -
    1
    MIT License
    • Apple
    • Linux

  • Pybricks RAG Assistant

    beallac
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    security
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    Enables beginner-friendly Python and Pybricks development support through RAG-powered tools that search official documentation, suggest code snippets, and provide version-aware guidance for LEGO robotics programming.
    Last updated -

  • Bear Notes MCP Server with RAG

    ruanodendaal
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    Connects Bear Notes to AI assistants using semantic search and RAG (Retrieval-Augmented Generation), allowing AI systems to access and understand your personal knowledge base through meaningful search rather than just keyword matching.
    Last updated -
    11
    5
    MIT License
    • Apple

  • Model Context Protocol Server

    ashishpatel26
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    security
    F
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    A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.
    Last updated -
    28

  • mcp-lancedb

    adiom-data
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    A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.
    Last updated -
    1
    71
    MIT License
    • Apple

  • Crawl4AI+SearXNG MCP Server

    ToKiDoO
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    security
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    Provides AI agents with complete web search, crawling, and RAG capabilities through a Docker-based solution combining Model Context Protocol, Crawl4AI, SearXNG, and Supabase.
    Last updated -
    13
    MIT License

  • Video RAG MCP Server

    FiloHany
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    quality
    Enables natural language search and interaction with video content through three tools: ingesting videos to a Ragie index, retrieving relevant video segments based on queries, and creating video chunks from specific timestamps.
    Last updated -
    3
    1
    • Apple
    • Linux

  • MCP-RAG

    AnuragB7
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    security
    A
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    quality
    An MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.
    Last updated -
    4
    MIT License

  • MCP RAG Server

    brian-denton
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    security
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    Provides Retrieval-Augmented Generation capabilities by parsing documents (PDF, Markdown) and storing them in ChromaDB for semantic search and context retrieval.
    Last updated -
    12
    MIT License